Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419239	CLM	Hannah Roberts	2003-04-13	UHC-35362-03	6739326336	780 Meadow Ln, Tempe, AZ, 85251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421803	CLM	Natalie Mason	1992-08-24	UHC-07376-13	6874092317	3166 Market St, Las Vegas, NV, 89179	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422390	CLM	Gloria Peters	1997-06-28	—	5442874018	925 Mesa Dr, Seattle, WA, 98110	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430501	CLM	Jose Harris	1971-12-09	—	8538559511	6732 Union St, Fresno, CA, 93762	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402925	CLM	Logan Bradley	1919-02-14	UHC-10378-53	8337289041	4382 Jefferson Ave, Plano, TX, 75086	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431616	CLM	Daniel Hlomes	1953-11-18	UHC-72010-71	—	—	0.76	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+2 more
CLM-419516	CLM	Karen Padilla	1998-05-28	UHC-05442-22	2773930913	8532 Forest Ave, Tucson, AZ, 85740	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405747	CLM	Virginia Grant	1968-08-03	—	—	3062 Forest Ave, Columbus, OH, 43296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423916	CLM	Janice Kelly	1956-11-05	UHC-98691-32	—	5664 Willow Ct, San Diego, CA, 92123	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401989	CLM	Sean Alvarado	1974-11-08	UHC-95582-59	4724395793	3881 Palm Dr, Los Angeles, CA, 90000	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413295	CLM	Andrew H Montgomery	1944-07-27	UHC-31571-55	—	4498 Sunset Blvd, Columbus, OH, 43296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431103	CLM	Stephanie F Lopez	1943-10-18	UHC-95228-95	—	1921 Washington St, Gilbert, AZ, 85201	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405510	CLM	Larry V Dean	1985-10-03	—	6533495722	2609 Spring St, Jacksonville, FL	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-411845	CLM	Kim Lee	1997-06-28	UHC-22171-88	—	4083 Pine Dr, Sacramento, CA, 95899	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-406864	CLM	Amanda Hicks	1972-10-09	—	5958864136	5918 Forest Ave, Minneapolis, MN, 55439	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-416763	CLM	Aisha Baley	1993-03-09	UHC-32930-20	6723969448	3532 Highland Ave, Austin, TX, 78703	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
CLM-401513	CLM	Kathryn Contreras	1973-06-05	UHC-93092-01	—	1935 Church St, Glendale, AZ, 85310	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-425202	CLM	Vincent Lee	1989-04-10	—	6112882377	6997 River Rd, Glendale, AZ, 85338	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422708	CLM	Zachary Olson	1993-09-06	UHC-00455-39	5858741769	592 Jefferson Ave, Charlotte, NC, 28281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421119	CLM	Evelyn Maldonado	1948-06-11	—	6297406729	379 Spring St, Austin, TX, 78730	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421120	CLM	Evelyn Maldonado	1948-06-11	—	6297406729	379 Spring St, Austin, TX, 78730	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422903	CLM	Mary Long	1999-04-20	—	2525528324	6921 Sunset Blvd, Glendale, AZ, 85331	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419908	CLM	Jonathan Wong	2007-12-18	UHC-51013-50	7244141191	7647 Lincoln Way, Miami, FL, 33155	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419647	CLM	Stephanie Ross	1990-12-11	UHC-04168-70	—	1376 Ridge Rd, Jacksonville, FL, 32239	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413533	CLM	Roy Wright	2005-01-27	—	—	74 Desert Sky Blvd, Nashville, TN, 37236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413534	CLM	Roy Wright	2005-01-27	—	—	74 Desert Sky Blvd, Nashville, TN, 37236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427028	CLM	Doris Armstrong	1946-07-03	—	—	9518 Lake View Rd, Atlanta, GA, 30322	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408659	CLM	Roger Y Morrison	1992-03-22	—	9242176416	1173 Apache Blvd, Las Vegas, NV, 89139	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404285	CLM	Helen McCoy	1999-07-23	—	3759522691	858 Market St, Tampa, FL, 33663	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401030	CLM	Susan Taylor	1959-08-10	UHC-47369-79	3212126844	867 Bayshore Dr, Gilbert, AZ, 85284	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-422591	CLM	Julie C Ryan	2001-03-26	—	—	9125 Bayshore Dr, Gilbert, AZ, 85295	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414900	CLM	Wayne Aguilar	1998-01-22	—	3359284877	8546 Hillcrest Rd, Columbus, OH, 43204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408168	CLM	Billy Welch	2008-02-08	UHC-84428-82	5888079051	1255 Spring St, Tucson, AZ, 85721	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419641	CLM	Andy Wilson	2007-05-24	UHC-56200-26	5893697622	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-430996	CLM	Lawrence Moore	1994-07-19	UHC-61864-11	—	4563 Elm St, Dallas, TX, 75260	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406112	CLM	Daniel Thomas	1968-10-19	UHC-78647-56	—	6862 Apache Blvd, Nashville, TN, 37254	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400988	CLM	Gloria Moore	1955-06-15	—	6825662001	3587 Spring St, San Diego, CA, 92136	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425796	CLM	Debra Spencer	2002-07-17	—	—	1364 Willow Ct, Plano, TX, 75023	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409999	CLM	Terry I Rojas	1939-04-22	UHC-95768-18	—	6182 Maple Ave, Scottsdale, AZ, 85200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414381	CLM	Denise Hughes	1952-09-28	UHC-47133-47	5744076369	4650 Market St, Jacksonville, FL, 32249	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432588	CLM	Jose Z Walker	1967-09-02	UHC-06820-75	—	3288 Apache Blvd, Dallas, TX, 75287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422152	CLM	Albert Rivera	2004-06-04	UHC-19050-10	—	3812 Ridge Rd, Tucson, AZ, 85725	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-400133	CLM	Paul Russell	1988-05-04	UHC-55726-01	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430515	CLM	Sara Hicks	2001-12-23	—	4745795639	2890 Mountain View Dr, Sacramento, CA, 95867	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412096	CLM	Abigail M Fowler	1967-01-20	UHC-50189-14	—	3019 Highland Ave, Plano, TX, 75045	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410442	CLM	Amy Yang	2002-08-10	—	—	1529 Market St, Fresno, CA, 93761	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420160	CLM	Helen Gibosn	1939-04-03	—	7852167931	3902 Market St, Nashville, TN, 37243	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
CLM-417013	CLM	Austin Chavez	1997-11-14	—	8028256967	2492 Spring St, Seattle, WA, 98110	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432540	CLM	Ruth Jordan	2005-02-16	UHC-16459-44	—	6914 Sage Ct, Sacramento, CA, 95894	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421647	CLM	Kathryn Ford	1995-01-12	UHC-66109-47	3106383894	779 Valley View Dr, Seattle, WA, 98108	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 117 of 263Previous Next